Download e-book for kindle: Applied Predictive Modeling: 1st ed. 2013, Corr. 2nd by Max Kuhn,Kjell Johnson

By Max Kuhn,Kjell Johnson

ISBN-10: 1461468485

ISBN-13: 9781461468486

ISBN-10: 1461468507

ISBN-13: 9781461468509

utilized Predictive Modeling covers the final predictive modeling procedure, starting with the an important steps of information preprocessing, info splitting and foundations of version tuning. The textual content then presents intuitive motives of diverse universal and sleek regression and type ideas, continually with an emphasis on illustrating and fixing genuine facts difficulties. Addressing useful issues extends past version becoming to themes corresponding to dealing with type imbalance, picking out predictors, and pinpointing explanations of terrible version performance―all of that are difficulties that ensue often in practice.

The textual content illustrates all components of the modeling technique via many hands-on, real-life examples. and each bankruptcy comprises large R code for every step of the method. the knowledge units and corresponding code are available the book's significant other AppliedPredictiveModeling R package deal, that's freely to be had at the CRAN archive.

This multi-purpose textual content can be utilized as an creation to predictive types and the final modeling strategy, a practitioner's reference guide, or as a textual content for complex undergraduate or graduate point predictive modeling classes. hence, each one bankruptcy comprises challenge units to assist solidify the coated strategies and makes use of facts on hand within the book's R package.

Readers and scholars drawn to imposing the tools must have a few uncomplicated wisdom of R. And a handful of the extra complicated issues require a few mathematical knowledge.

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Applied Predictive Modeling: 1st ed. 2013, Corr. 2nd printing 2018 Edition by Max Kuhn,Kjell Johnson


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Download e-book for kindle: Applied Predictive Modeling: 1st ed. 2013, Corr. 2nd by Max Kuhn,Kjell Johnson
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